clinchworksacademy

Skill focus

dataset preparation

Explore dataset preparation skills through published courses and learning paths at Clinch Works Academy.

  1. Multi-Layer Neural Networks From Scratch

    Build a complete feed-forward neural network from scratch and understand the full training pipeline. Detailed engineering lessons with worked calculations, complete CPU labs, failure diagnosis, independent challenges and instructor capstone assessment.

    Intermediate18–26 hoursArtificial IntelligencePremium access
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  2. LoRA, QLoRA and PEFT

    Fine-tune open-source language models efficiently on GPU infrastructure. Actual low-rank matrix optimization plus optional real PEFT and pretrained single-GPU workflows. Includes detailed lessons, worked solutions, failure injection, independent challenges and instructor assessment.

    Advanced22–34 hours plus optional GPU experimentsArtificial IntelligencePremium access
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